{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ely76JnrPPbr3k6ne66/D1VdrcnbeeUFHE4xsRjj+ibapzgLaAs+I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\nO5iWhlhX2AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x69f3fb0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "unrate = pd.read_csv('unrate.csv')\n",
    "unrate['DATE'] = pd.to_datetime(unrate['DATE'])\n",
    "first_twelve = unrate[0:12]\n",
    "plt.plot(first_twelve['DATE'], first_twelve['VALUE'])\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Unemployment Rate')\n",
    "plt.title('Monthly Unemployment Trends, 1948')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fAw60V3VczcuATwDnA9PAJ4GPJzljDOVKGjLDgqSNmANuqqpbqupu4DKalSjf\nstrkqpqrqt+pqoWqureq3gF8EXjV+EqWNCyGBUmd2iWqZ4A7lsfaxaJuB87e4HMEeDbw96OoUdJo\nGRYkreck4BnAkZ7xIzQLSG3ErwEnArcOsS5JY+JCUpJGKsmFwDuBV1fVw11z5+bmmJqaOmpsdnaW\n2dnZEVYoTa75+Xnm5+ePGltaWhr666TZmyhJq2u/hngUeF1V3bZifB8wVVWv7dj2jcAHgNdX1Z90\nzJsGFhYWFpienh5a7dJ2tLi4yMzMDMBMVS0O4zn9GkJSp6p6ElgAzl0ea49BOBc4uNZ2SWaBm4E3\ndgUFSVufX0NI2ohrgX1JFoDP0JwdcQKwDyDJ1cDzquqS9v6F7WO/Avxlkh3t8zxWVY+Mt3RJx8qw\nIGldVXVre02Fq4AdwF3A7qp6qJ2yE9i1YpNLaQ6KvKG9LdvPGqdbStq6DAuSNqSq9gJ713hsT8/9\nnx1LUZLGwmMWJElSJ8OCJEnqZFiQJEmdDAuSJKmTYUGSJHUyLEiSpE6GBUnqU++1+Lcq6xyuSalz\nFAwLkjYkyRVJ7kvyWJJDSc5aZ/7PJFlI8niSLyS5ZFy1jtqk/KdhncM1KXWOgmFB0rqSXABcA1wJ\nvAj4HHCgvarjavNPBv4QuAM4A7ge+ECSl4+jXknDZViQtBFzwE1VdUtV3Q1cRrMS5VqXbv6PwJeq\n6ter6p6qugH4WPs8kiaMYUFSp3aJ6hmavQQAVLO2/e3A2Wts9pL28ZUOdMyXtIW5NoSk9ZxEsyjU\nkZ7xI8Bpa2yzc435z0nyrKr6ds9jxwMcPnz4GEsdj6WlJRYXFze7jHVZ53BNSp0r+uj4YT2nYUHS\nVnAywMUXX7zJZWzczMzMZpewIdY5XJNSZ+tk4OAwnsiwIGk9DwPfpVmaeqUdwINrbPPgGvMfWWWv\nAjRfUVwE3A88PnClkqDZo3AyTV8NhWFBUqeqejLJAnAucBtAkrT337/GZncC5/eMndeOr/YaXwc+\nPJSCJcGQ9igs8wBHSRtxLXBpkjcleQFwI3ACsA8gydVJ9q+YfyNwapL3JDktyeXA69vnkTRh3LMg\naV1VdWt7TYWraL5OuAvYXVUPtVN2ArtWzL8/ySuB64BfAR4A3lpVvWdISJoAac6AkiRJWp1fQ0iS\npE6GBUmS1MmwIGksJmUhqn7qTPLaJJ9I8rUkS0kOJjlvHHX2W2vPduckeTLJWK4wNMDv/vuTvDvJ\n/e3v/0scERqvAAADwUlEQVRJ3rwF67woyV1JvpXk75LcnOS5I67xpUluS/KVJE8lefUGtjnmXjIs\nSBq5SVmIqt86gZcBn6A5TXQa+CTw8SRnjLLOAWtd3m4K2M/3Xo57JAas86PAzwJ7gOcDs8A9W6nO\nJOfQ/Bx/D3ghzdk+Pwn87ijrBE6kOcD4cmDdgw6H1ktV5c2bN28jvQGHgOtX3A/NGRK/vsb89wB/\n3TM2D/zxVqpzjef4PPCbW+1n2vNzfBfNf4qLW61O4BXA3wP/YtS1HWOd/xn4Ys/YLwNfHmPNTwGv\nXmfOUHrJPQuSRmpSFqIasM7e5wjwbJr/7EZm0FqT7AFOoQkLIzdgna8CPgv8RpIHktyT5H1JhrbO\nwZDqvBPYleT89jl2AG8A/mhUdQ5oKL1kWJA0al0LUe1cY5vOhaiGW94/GaTOXr9Gs5v41iHWtZq+\na03yo8BvAxdV1VOjLe+fDPIzPRV4KfBjwGuAt9Hs4r9hRDXCAHVW1UHgYuAjSZ4Avgp8g2bvwlYy\nlF4yLEjSECS5EHgn8Iaqeniz61kpyXHAh4Arq+re5eFNLKnLcTS71y+sqs9W1Z8AvwpcMsKg2Lck\nL6T5/v+3aI5X2U2z1+amTSxrZLyCo6RRG8dCVMMwSJ0AJHkjzYFtr6+qT46mvKP0W+uzgRcDZyZZ\n/oR+HM03J08A51XVn26BOqH5hP6VqvrmirHDNOHmR4B7V93q2AxS59uBT1XV8iXMP99e1vzPk7yj\nqno/zW+WofSSexYkjVRVPQksL0QFHLUQ1VqL3dy5cn5rzYWohmHAOkkyC9wMvLH9FDxyA9T6CPDj\nwJk0R8SfQbN+x93tnz+9ReoE+BTwvCQnrBg7jWZvwwNbqM4TgO/0jD1Fc4bCVtprM5xeGufRpt68\nedueN+AXgUeBNwEvoNlV+3XgB9vHrwb2r5h/MvCPNEdyn0ZzmtgTwM9tsTovbOu6jObT2vLtOVvt\nZ7rK9uM6G6Lfn+mJwN8CHwFOpzk99R7gxi1W5yXAt9vf/SnAOcBngIMjrvNEmoB3Jk04+U/t/V1r\n1DmUXhrpPxJv3rx5W761b1L3A4/RfKp58YrH/gD43z3zX0bzae8x4IvAL221Ommuq/DdVW6/v9Vq\nXWXbsYSFAX/3z6c5Yv+bbXB4L/CsLVjnFcDftHU+QHPdhR8ecY0/3YaEVf/NjaqXXEhKkiR18pgF\nSZLUybAgSZI6GRYkSVInw4IkSepkWJAkSZ0MC5IkqZNhQZIkdTIsSJKkToYFSZLUybAgSZI6GRYk\nSVKn/w8tLrOQdcj14wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7b759b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#add_subplot(first,second,index) first means number of Row,second means number of Column.\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(3,2,1)\n",
    "ax2 = fig.add_subplot(3,2,2)\n",
    "ax2 = fig.add_subplot(3,2,6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yz6S1nw/clfp5EFpfolzk/HoC3YAbgd2AdcBrwPHuPr2oPZVs7ArcSXjN6gmv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\n9+9IUgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7a26ab0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "fig = plt.figure()\n",
    "#fig = plt.figure(figsize=(3, 3))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "\n",
    "ax1.plot(np.random.randint(1,5,5), np.arange(5))\n",
    "ax2.plot(np.arange(10)*3, np.arange(10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lS21UIUZntqTWjlbQxz5z8/Pt3yDJSkpKAl2lr8BPN+Xl8Nxz8Pzzta+gj73h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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7cbbad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unrate['MONTH'] = unrate['DATE'].dt.month\n",
    "unrate['MONTH'] = unrate['DATE'].dt.month\n",
    "fig = plt.figure(figsize=(6,3))\n",
    "\n",
    "plt.plot(unrate[0:12]['MONTH'], unrate[0:12]['VALUE'], c='red')\n",
    "plt.plot(unrate[12:24]['MONTH'], unrate[12:24]['VALUE'], c='blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UEfxftqR6tWmLTbntoNv4bNhn/PWEv7L1pltz5fNX0vWWruz/wP7c//r9fLP8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\nAPjO/wd0+nkWDz+5fgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7cb6d70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i])\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AHDp0KMfxH3/8kXnz5hEZGXnVZ27q1KlDjRo1cp3z2LFjJCYm5nleO6kDUkRERKScOnwY\nnnkGBg+Gdu3srsY5zp+HXbucf53GjeHPyZBiERwcTIsWLZg6dSq+vr60a9eOxMREhg8fjru7Oxcu\nXMgxPiIigs6dO3Pvvfde9ZyGYTB06FBee+01Jk6cyKBBgzh16hTjx48nNTUVINd57aQgIyIiIlIO\nmSY8+aQ1C1OCnt92uF27IDTU+deJj4eQEOdfJ7tVq1YRFhbG4MGDMU0TNzc3xowZQ2xsLLt3784c\nt3LlSrZu3cqOHTuue87Jkydz7Ngxpk2bxquvvophGHTs2JFBgwYxd+7cq652ZgcFGREREZFyaNUq\nWLMG3n0Xata0uxrnadzYChnFcZ3i5uPjQ1xcHHv27CE5OZnAwEC8vb2pV68eDRs2zBw3btw4unfv\njpubW+Z+MCdOnAAgKSmJS5cu4ePjA1gLDcybN4//+7//Y/fu3dSpU4e//OUv9O7dGxcXF/7yl78U\n/41ehYKMiIiISDlz4gSMGAEPPwzX2HKkTPDwKP6ZkuIWEBBAwJ87mCYmJnLkyBEGDRqU+fqBAweI\niYlh2bJlud4bEhJCUFAQCQkJOY7Xrl2b2rVrA5Cens6XX37JX//618zFBEoCBRkRERGRcmbcOOvZ\nkehouMpz31IKmabJuHHjqFKlCkOHDs08vmbNmlxjly9fzjvvvMPbb79NvXr1rnneadOmkZycTHR0\ntMNrLgoFGREREZFyZONGa6WyOXPgOp9fxUbR0dGcPHkyc5WwtWvXcuDAAcB6cN/T05PRo0dz8eJF\ngoKCSE1NZdmyZXz77bcsWbKE+vXrZ56rS5cuuc7/3XffAfDAAw9www03ZB5ftmwZ77//Pm3atKFq\n1ap8/vnnvPfeezz++OM88sgjzrzlAlOQERERESknLlyw9oxp3dr6p5Rc06dPJykpCbBWE1u9ejWr\nV68GoF+/fnh6ehIcHExUVBQxMTG4uLjQvHlzNmzYQJs2bQp93YYNG3LixAn+8Y9/cOHCBRo1asTc\nuXMJDw93yH05koKMiIiISDkxeTIkJcFHH4GLdhMs0fbt23fdMQMGDGDAgAGFOv+kSZOYlMcOqM2a\nNWPjxo2FOmdx06+wiIiISDnw/ffWMssvvgiNGtldjUjRKciIiIiIlHGXL0N4ONxyi7UBpkhZoNYy\nERERkTIuKgoSEmDrVqhQwe5qRBxDMzIiIiIiZdiePfDCCzBqFDRvbnc1Io6jICMiIiJSRpkmDB0K\n3t4wZYrd1Yg4llrLRERERMqoxYvhiy9g/XqoWtXuakQcSzMyIiIiImXQ0aMwZgz07QsPPGB3NSKO\npyAjIiIiUgaNGgWurhAZaXclIs6h1jIRERGRMubDD2HlSli6FLy87K5GxDk0IyMiIiJShpw+DcOH\nQ6dO0Lu33dWIOI+CjIiIiEgZMnEinDgBc+aAYdhdjYjzqLVMREREpIzYvBlmz4YZM8Df3+5qRJxL\nMzIiIiIiZcClS/D449aml08+aXc1Is6nICMiIiJSBvzzn/Drr7BggbVamZRe586dY9KkSXTq1Ila\ntWrh4uLCkiVL8hw7a9YsbrnlFipVqkT9+vUZO3Ys58+fzzXOxcUlz6/XXnst19hTp04xZMgQvL29\nqVq1Ku3bt+e7775z+H0WlVrLREREREq5n3+GV16BZ5+F226zuxopqpSUFKZMmYK/vz9BQUHExsbm\nOW78+PFMmzaNHj16MHr0aBITE5k5cyaJiYmsX78+1/iOHTvSv3//HMeCg4Nz/GyaJn/729/46aef\nGDduHLVq1WL27Nncc889JCQkEBAQ4LD7LKoCBRnDMPYBeXVcRpumOdIxJYmIiIhIfqWlQXg4BATA\nc8/ZXY04gq+vL8nJyXh7exMfH0+zZs1yjUlOTiYyMpIBAwawcOHCzOOBgYFERESwbt06OnfunOM9\nDRs2pPd1lrJ799132bJlC++//z5du3YFoHv37jRs2JBJkyaxdOlSB9yhYxS0texOoG62r/sAE3jH\nwXWJiIiISD7Mng3btsH8+VCxot3ViCO4u7vj7e19zTFbtmwhLS2NsLCwHMd79uyJaZqsWLEiz/dd\nvHiRS5cuXfW877//PnXr1s0MMQBeXl706NGDDz74gNTU1ALciXMVKMiYpnnMNM3fM76Ah4A9pml+\n5ZzyRERERORqkpKsdrJhw6BVK7urkeKUEUYqV66c47iHhwcA8fHxud6zaNEiqlSpQuXKlbn11ltZ\nvnx5rjHfffcdISEhuY43b96c8+fPs3v3bkeU7xCFfkbGMAx3oA8w3XHliIiIiEh+mKYVYGrUgFdf\ntbuakut86nl2pexy+nUaezXGw93D6dfJ0KhRI0zTZPPmzbRt2zbzeFxcHACHDh3KMb5ly5aEhYVx\n4403cvjwYaKjo+nTpw+nT59m6NChmeOOHDmS43wZfHx8ADh8+DC33nqrM26pwIrysH9XoDqw2EG1\niIiIiEg+rVgBH38MH3wA1arZXU3JtStlF6HzQp1+nfgh8YT45J7JcJbg4GBatGjB1KlT8fX1pV27\ndiQmJjJ8+HDc3d25cOFCjvFffZWzgWrQoEGEhIQwceJEBg4cSMU/+xIvXLiQ+X12lSpVwjTNXOe1\nU1GCzCBgvWmayY4qRkRERESuLyUFIiKgRw/o0sXuakq2xl6NiR+Su83KGdcpbqtWrSIsLIzBgwdj\nmiZubm6MGTOG2NjY67aAubm5MWLECIYNG0Z8fDx33303YLWq5fUMzcWLFzEMI1crm50KFWQMw/AD\nOgCP5Gf8U089RfXq1XMc69WrF7169SrM5UVERETKtbFjrdXK3njD7kpKPg93j2KdKSlOPj4+xMXF\nsWfPHpKTkwkMDMTb25t69erRsGHD676/QYMGABw/fjzHOY8cOZJrbMYxX1/ffNW2fPnyXM/gnDp1\nKl/vza/CzsgMAo4CH+dncGRkZJ4PDYmIiIhIwXz6KSxZAm+9BXXq2F2NlAQBAQGZ+7skJiZy5MgR\nBg0adN337dmzB4DatWtnHgsKCmLTpk25xm7duhUPD498BSTIe9IiISGB0FDHtfkVdPllDMMwgIHA\nItM00x1WiYiIiIhc09mzMHQotG8PAwfaXY2UNKZpMm7cOKpUqZLjAf6UlJRcY8+cOcOMGTPw8vLK\nES66devG0aNHWbVqVY73v/fee3Tp0gV3d3fn3kQBFGZGpgPQAFh4vYEiIiIi4jgvvghHj8IXX4Bh\n2F2NOFN0dDQnT57MXH1s7dq1HDhwAICIiAg8PT0ZPXo0Fy9eJCgoiNTUVJYtW8a3337LkiVLqF+/\nfo5zrVmzhoceegg/Pz8OHz7MwoULOXDgAEuXLsXNLSsSdOvWjRkzZvD3v/+dHTt24OXlxezZs0lP\nT+ell14q1j+D6ylwkDFN83PA1Qm1iIiIiMhVbN8OUVHWUst/dhFJGTZ9+nSSkpIAMAyD1atXs3r1\nagD69euHp6cnwcHBREVFERMTg4uLC82bN2fDhg20adMmx7latmzJli1bePPNNzl27BhVqlShRYsW\nLFq0KNdSyy4uLqxfv55nnnmGmTNncuHCBZo3b86SJUsIDAwsnpvPp6KsWiYiIiIixSA1FcLD4Y47\n4Kmn7K5GisO+ffuuO2bAgAEMGDDguuM6dOhAhw4d8n3t6tWrM2/ePObNm5fv99hBQUZERESkhJs2\nDRITrVkZN316EwEK8bC/iIiIiBSfX36ByZOtJZe1CKxIFgUZERERkRIqPR2GDIH69aGEPWctYjtN\nToqIiIiUUAsWQFwcbNgAJWhDdZESQTMyIiIiIiXQoUPwzDMweDC0a2d3NSIlj4KMiIiISAljmvDk\nk9YszLRpdlcjUjKptUxERESkhFm1Cj74AN59F2rWtLsakZJJMzIiIiIiJciJEzBiBDz8MDz2mN3V\niJRcmpERERERpzFNOHkS9u8Hd3do0gRc9Neo1zRuHJw/D9HRYBh2VyNScinIiIiISKGlpcGRI5CU\nZIWVjK/sP589mzW+Zk1o1QratIHWra19Udzd7au/pNm40VqpbM4cqFfP7mpESjYFGREREbmqixez\nQkn2cJLx/YEDcPly1vgaNcDfH/z8rJW2Mr7394dz5+Crr6yvSZOsWQcPD7jrLivUtGkDLVpYx8qj\nCxesPWNat7b+KSLXpiAjIiJSTmVv+8prJiUpCY4ezRpvGODjkxVOmje3vs8eVqpVu/Y127e3/pma\nCgkJVqiJi4OoKGvDR3d3uPNO68N869bQsmX5edh98mTrz/yjj9R+J5IfCjIiIiJlVEHbvipUyAok\nt98OnTtnBRV/f2t3+QoVHFObu7s1+9KiBTz9tLWD/Y4dWcFm6VJ47TUrPN1+e1YrWuvWVpgqa77/\n3lpm+eWXoVEju6sRu507d47XXnuN7du3s337dk6cOMGiRYvo379/rrGzZs1i9uzZ7N27Fy8vL8LC\nwpgyZQoeV0xtulwlHb/66quMGzcu8+fk5GRmzJjB9u3b+fbbbzl79iyxsbG0adPGsTfpAAoyIiIi\npVRh2r4ygsqVbV/+/uDtbd9MgIuLFVhuvx2GD7dmi/buzWpF++QTmDXLGvuXv2S1orVuDTffXLof\nir98GcLD4ZZbrA0wRVJSUpgyZQr+/v4EBQURGxub57jx48czbdo0evTowejRo0lMTGTmzJkkJiay\nfv36XOM7duyYKwwFBwfn+PmXX35h2rRpBAYG0rRpU7Zs2eKw+3I0BRkREZESyI62r5LEMCAgwPoa\nONA6duRIVrCJi4NFi6w/J1/fnMHm1ltLV2vWjBlWm93WrY6b8ZLSzdfXl+TkZLy9vYmPj6dZs2a5\nxiQnJxMZGcmAAQNYuHBh5vHAwEAiIiJYt24dnTt3zvGehg0b0rt372te+8477+TYsWPUqFGD999/\nX0FGREREcnJk25efHzRoUPY/BPv4QI8e1hdY+61s3pwVbkaNsmY3MlZGywg3JXlltD174MUXrdqb\nN7e7Gikp3N3d8fb2vuaYLVu2kJaWRlhYWI7jPXv2ZOTIkaxYsSJXkAG4ePEihmFQsWLFPM9bpUqV\nwhdezBRkREREnOyPP2DuXPj11/y3fWVv+bK77aukqlkTHnzQ+gJrFbRt26zZmq++shYPuHJltNat\n4a9/LRkro5kmDB1q/budMsXuaqS0uXTpEgCVK1fOcTzj2Zj4+Phc71m0aBHR0dGYpkmTJk14/vnn\n6dWrl/OLdRIFGRERESdJS7MCzHPPWaHlttusUJLR9pU9rJSmtq+SysPDCoHt2lk/Z6yMlhFssq+M\nFhqa1Ypm18poixfDF1/A+vVQtWrxX19Kt0aNGmGaJps3b6Zt27aZx+Pi4gA4dOhQjvEtW7YkLCyM\nG2+8kcOHDxMdHU2fPn04ffo0Q4cOLdbaHUVBRkRExAm2boUnn7Q+SA8eDK+8ArVr211V+ZJ9ZbRn\nnsm9Mtrbb+dcGS37czbOXhnt6FEYMwb69oUHHnDutcq9y+fh9C7nX6daY3Arvqm+4OBgWrRowdSp\nU/H19aVdu3YkJiYyfPhw3N3duXDhQo7xX331VY6fBw0aREhICBMnTmTgwIFXbTUryRRkREREHOiP\nP2DCBHjrLQgOhi1brFYmsd+1VkaLi4NPP4XoaGtsxspoGeHG0SujjRoFrq4QGem4c8pVnN4Fn4Q6\n/zoPxMMNIc6/TjarVq0iLCyMwYMHY5ombm5ujBkzhtjYWHbv3n3N97q5uTFixAiGDRtGfHw8d999\ndzFV7TgKMiIiIg6QvY0MYPZsa3d2V1d765KrK8jKaD4+WbM1bdoUbWW0Dz+ElSutvXK8vBx1N3JV\n1RpbIaM4rlPMfHx8iIuLY8+ePSQnJxMYGIi3tzf16tWjYcOG131/gwYNADh+/LizS3UKBRkREZEi\nUhtZ2XGtldHi4uD994u2Mtrp09ZsUKdOcJ1VcMVR3DyKfaakuAUEBBAQEABAYmIiR44cYdCgQdd9\n3549ewCoXUr/g6UgIyIiUkhqIyv78loZbevWrFmb7Cuj/fWvWbM2V1sZbeJEKxzNmVO6N/GUksk0\nTcaNG0eVKlVyPMCfkpKC1xXTf2fOnGHGjBl4eXkRGloMrXdOoCAjIiJSQGojK788PKB9e+sLcq+M\nNmOGFW7JS/xCAAAgAElEQVTc3ODOO7NmbFq2hMRE63dlxgxrpTqRa4mOjubkyZOZq4+tXbuWAwcO\nABAREYGnpyejR4/m4sWLBAUFkZqayrJly/j2229ZsmQJ9evXz3GuNWvW8NBDD+Hn58fhw4dZuHAh\nBw4cYOnSpbi55YwE//jHPzAMgx07dmCaJkuWLMlcLOC5jP/wlQCGaZrOO7lhhADx8fHxhISU7Sk9\nEREpH9RGJteSsTJaRrCJi7OeuzEMqFzZWmhg82aF3qJKSEggNDSUsvwZ86abbiIpKSnP1/bt24ef\nnx+LFy8mKiqK//73v7i4uNC8eXOef/552rRpk2P8f/7zH6ZPn85PP/3EsWPHqFKlCi1atGD8+PE5\nlm7O4OLigpHHlKFhGFzOvgHWFa727yUlBTZtgvfeS2DZslCAUNM0E/L3J3F1mpERERHJB7WRSX5k\nXxntySdzroz2zTdZq5WJXM++ffuuO2bAgAEMGDDguuM6dOhAhw4d8n3t9PT0fI/NS3IyxMRkhfnE\nROt4nTpFOm0uCjIiIiLXoDYyKYq8VkYTKes6d7b+2bix1V757LPWP48dszajdRQFGRERkatQG5mI\nSMFNmwb9+4O3d87jx4459jqFXAFdRESk7PrjDyu43HWX1Rq0ZQssWKAQIyKSH+3b5w4xzqAZGRER\nkT+pjUxEpPTQjIyIiAhWG1nz5lYr2WOPwe7dMGyYQoyISEmlIONkly5fwplLXIuISNGojUxEpHRS\na5mT9Vvdj/X/XY9/dX/8qvvhX90f/xo5v/ep6oOri/7KT0SkOKmNTESkdFOQcbIn7nyC5vWak3Qq\nif2n9rPl4BZW7ljJiYsnMse4ubhRv1r9rJBTzQ//Gv6ZPzeo1oDK7pVtvAsRkbJFq5GJiJR+CjJO\n1v6m9rS/qX2u46cvnbbCzcn9mSFn/6n9/Pf4f/li7xccPnMYk6yWNO8q3rlmdTJ/ruFPzUo189yB\nVUREsmhTSxGRskNBxibVKlbjNu/buM37tjxf/1/a/zh4+mBm2Nl/KivwfLj7Q5JOJXEp7VLm+KoV\nqmaFHLWviYjkkJYG8+bBxInWz2ojExEp/RRkSqgKrhW4uebN3Fzz5jxfTzfT+ePcH9ZMzhWzOgVt\nX/Or7odfdT+1r4lImaQ2MhGRsklBppRyMVyoU7UOdarWoXm95nmOyWhfyz6ro/Y1ESkv1EYmIlK2\nKciUYflpXzt0+lDmrI7a10SkLFAbmYiUdufOneO1115j+/btbN++nRMnTrBo0SL69++fa+ysWbOY\nPXs2e/fuxcvLi7CwMKZMmYKHh0eOcS4uee+68uqrrzJu3LjMnzds2MCyZcvYtGkTBw8epG7durRv\n354pU6ZQt25dx95oESnIlGMVXCtwU82buKnmTXm+rvY1ESlt1EYmImVBSkoKU6ZMwd/fn6CgIGJj\nY/McN378eKZNm0aPHj0YPXo0iYmJzJw5k8TERNavX59rfMeOHXOFoeDg4FznPHHiBN27dycwMJC9\ne/cyc+ZM1q1bx/fff4+3t7fD7rOoFGTkqvLTvnbm0pmsmZxCtq9l/17tayJSGGojE5GyxNfXl+Tk\nZLy9vYmPj6dZs2a5xiQnJxMZGcmAAQNYuHBh5vHAwEAiIiJYt24dnTt3zvGehg0b0rt372teOzIy\nklatWuU4dv/999O2bVtmzZrF5MmTi3BnjqUgI0XiWdHTqauvZTyfo/Y1EcmL2shEpCxyd3e/7szH\nli1bSEtLIywsLMfxnj17MnLkSFasWJEryABcvHgRwzCoWLFinue9MsQAtG7dmhtuuIGdO3cW4C6c\nT0FGnEqrr4mIs6iNTETKs0uXrL8Irlw55+eejGdj4uPjc71n0aJFREdHY5omTZo04fnnn6dXr17X\nvda5c+c4e/YsXl5eDqjccRRkxFYFWX3tyqDz67Ff1b4mUg6pjUxEBBo1aoRpmmzevJm2bdtmHo+L\niwPg0KFDOca3bNmSsLAwbrzxRg4fPkx0dDR9+vTh9OnTDB069JrXioyMJDU1lZ49ezr+RopAQUZK\nvMJsHrr/5H6STiepfU2kDFEbmYgUxvnz59m1a5fTr9O4ceNcK4U5U3BwMC1atGDq1Kn4+vrSrl07\nEhMTGT58OO7u7ly4cCHH+K+++irHz4MGDSIkJISJEycycODAq7aaxcXFMXnyZMLCwnIEppJAQUZK\nvfy0r/1+7vc8n9PZcnALK3as4OTFk5nj1b4mUvKojUxECmvXrl2EhoY6/Trx8fGEhIQ4/TrZrVq1\nirCwMAYPHoxpmri5uTFmzBhiY2PZvXv3Nd/r5ubGiBEjGDZsGPHx8dx99925xuzatYtHH32Upk2b\nMn/+fGfdRqEpyEiZ52K4ULdqXepWrZuv9rXsQUftayL2UhuZiBRV48aN83xexBnXKW4+Pj7ExcWx\nZ88ekpOTCQwMxNvbm3r16tGwYcPrvr9BgwYAHD9+PNdrBw4coGPHjtSsWZN169ZRpUoVh9dfVAoy\nIuS/fS3Hczp/hp4fj/543fa1ZvWa0f+O/ri56H9yIvmhNjIRcRQPD49inykpbgEBAQQEBACQmJjI\nkSNHGDRo0HXft2fPHgBqXzHFffz4cTp27Mjly5eJjY2lTp06ji/aAfSpSiQfCtO+lvGczpaDW5gb\nP5eobVFE/y2aVn65lzUUkSxqIxMRKRzTNBk3bhxVqlTJ8QB/SkpKrhXHzpw5w4wZM/Dy8srRenf+\n/Hk6derEkSNHiI2N5eab8/7sUxIoyIg4wPXa17459A3DPx5O64WtGXDHAKZ2mEqdqiXzbzdE7KI2\nMhGRLNHR0Zw8eTJz9bG1a9dy4MABACIiIvD09GT06NFcvHiRoKAgUlNTWbZsGd9++y1Lliyhfv36\nOc61Zs0aHnroIfz8/Dh8+DALFy7kwIEDLF26FDe3rEjQu3dvvvnmGwYPHsyOHTvYsWNH5mtVq1bl\n4YcfLqY/getTkBEpBs3qNWPr4K28+d2bPPvFs6zZtYYp7aYwrNkwtZtJuac2MhGR3KZPn05SUhIA\nhmGwevVqVq9eDUC/fv3w9PQkODiYqKgoYmJicHFxoXnz5mzYsIE2bdrkOFfLli3ZsmULb775JseO\nHaNKlSq0aNGCRYsW5VqJ7IcffsAwDN566y3eeuutHK/5+/sryIiUR64urgwJHcJjTR5j4hcTGfXJ\nKBZ8t0DtZlKuqY1MRCRv+/btu+6YAQMGMGDAgOuO69ChAx06dHDYdUsKF7sLEClvannUYu5Dc9kW\nvo0KrhVovbA1A9cM5OjZo3aXJlJs/vjDCi533QWmabWRLVigECMiIvmnICNik4x2s7kPzuXD3R/S\naFYjZm6byeX0y3aXJuI0aWkwZw40bAirVlltZN98o2dhRESk4BRkRGyU0W62e8Ruwm4NY9Qnowid\nF8qmpE12lybicFu3QvPmMHw4PPYY7N4Nw4bpWRgRESkcBRmREkDtZlJWpKXBoUPw9dewfDlMnWoF\nl44d1UYmIiKOpYf9RUoQrW4mJd3Fi5CUZH3t3299Zf/+4EFITc0aX6MG+PuDnx/8+98QHq4ZGBER\ncQx9MhIpYbS6mdjFNOHkybwDSsb3R7NNEhoG+PhYQcXf32oby/g+I7xUq2bf/YiISNmmICNSQmW0\nm4WHhGszTXGItDRITs47qGT8fOZM1vgKFaww4u8Pt90GnTtn/ezvD/XrW2NERETsoCAjUsKp3Uzy\nK6+2r+yB5VptX+3a5ZxJ8fcHb29w0ZOUIiJSQulTkEgpoHYzuVbbV8bPavsSkfJm586ddpcg2RT3\nvw8FGZFSRO1mZVdaGhw5cvWH6Pfvh7Nns8Znb/u6/XZ48EG1fYlI+eHl5YWHhwd9+/a1uxS5goeH\nB15eXsVyLQUZkVJI7WalT0bb19Ueolfbl4hI/vn5+bFz505SUlLsLkWu4OXlhZ+fX7FcyzBN03kn\nN4wQID4+Pp6QkBCnXUekPDt2/hgTv5jI/IT53F7ndrWblUD/+heMH2/NukDutq/sMykZ36vtS0RE\nypqEhARCQ0MBQk3TTCjq+fRXtyKlnNrNSi7ThMmT4aWXYPRo6NJFbV8iIiKOosYEkTIio91s7oNz\n+XD3hzSa1YiZ22ZyOf2y3aWVS6YJEyZYIeaVVyAy0moRu/lmhRgRERFHKHCQMQzD1zCMtw3DSDEM\n47xhGD/82UImIjbLWN1s94jdhN0axqhPRhE6L5RNSZvsLq1cSU+HiAh47TWIirICjYiIiDhWgYKM\nYRg1gM3AJeB+oAkwFjjh+NJEpLAy2s22hW+jgmsFWi9szcA1Azl69uj13yxFkpYGjz8O0dEwb54V\naERERMTxCjojMwFIMk0z3DTNeNM095um+R/TNPc5ozgRKRq1mxWv1FTo1w8WL4YlS6xAIyIiIs5R\n0CDzEPCtYRjvGIZx1DCMBMMwwp1RmIg4htrNiselSxAWBu+9BytXgrY2EBERca6CBpmbgWHAL0BH\nYA7whmEY/RxdmIg4ltrNnOfCBXjkEfj4Y1i9Gh57zO6KREREyr4C7SNjGMYlYLtpmq2zHYsC7jRN\ns2Ue40OA+DZt2lC9evUcr/Xq1YtevXoVunARKby09LTMzTTT0tO0mWYRnD1rLau8bRusXQv33mt3\nRSIiIvZbvnw5y5cvz3Hs1KlTxMXFgYP2kSlokPkN+Mw0zSHZjj0BPGeaZoM8xmtDTJESTJtpFs2p\nU9CpE/z8szUb00p/dCIiIlfl6A0xC9pathlodMWxRsD+ohYiIsVP7WaFd+yYNfuyaxd88YVCjIiI\nSHEraJCJBP5qGMazhmEEGIbRGwgHZjm+NBEpLlrdrGCSk+GeeyApCWJjoVkzuysSEREpfwoUZEzT\n/BboCvQCfgKeA0aZprnCCbWJSDHS6mb5c/AgtG0Lx49DXBw0bWp3RSIiIuVTQWdkME3zY9M0m5qm\n6WGa5q2mab7ljMJExB7Z280qulZUu1k2+/ZBmzbWUstxcdC4sd0ViYiIlF8FDjIiUj40q9eMreFb\nmffgPLWbAb/8Aq1bg6urFWICAuyuSEREpHxTkBGRq3IxXHg89PFy327200/WTEz16laI8fOzuyIR\nERFRkBGR6yrP7Wbx8daD/b6+8OWX4ONjd0UiIiICCjIiUgDlrd3s66+hfXsIDIQNG8DLy+6KRERE\nJIOCjIgUSHlpN9u4ETp2hOBg+PxzqFnT7opEREQkOwUZESmUstxu9skn8Le/QcuW8PHH4Olpd0Ui\nIiJyJQUZESmSstZutno1dOlizcasXQseHnZXJCIiInlRkBGRIisr7WbLl0P37tC1K7z3HlSsaHdF\nIiIicjUKMiLiMKW53eytt6BPH+jbF2JiwN3d7opERETkWhRkRMTh8mo3m/CfCfz8+892l5anWbNg\n8GB44gkr0Li62l2RiIiIXI+CjIg4RfZ2s4FBA5mfMJ/b59xO0L+D+NfX/+LwmcN2lwjAtGkwciSM\nGQPR0eCi/yqKiIiUCvq/bBFxqloetZjxwAyOjD3CBz0/ILBWIM9teI76r9fnvrfvY/H3izlz6Uyx\n12Wa8PLLMG4cvPACTJ8OhlHsZYiIiEghKciISLGo4FqBLo268G73d0l+Opn5D83ncvplBn4wkDrT\n69Dr/V58/OvHpKalOr0W04Tx4+Gll+CVV2DyZIUYERGR0sbN7gJEpPypUakGg0MGMzhkMEmnklj+\n03Le/vFtOsd0prZHbXre1pO+TfvSzLcZhoMTRno6RERYbWRRUdb3IiIiUvpoRkZEbOVX3Y/xrcbz\n07Cf+G7od/S/oz/vJb5HiwUtaDSrEZO/nMzeE3sdcq20NHj8cZg9G+bNU4gREREpzRRkRKREMAyD\noLpBTO84nQNPHeDzfp9zV4O7mPb1NALeCKDlWy2Z880cjp0/Vqjzp6ZCv36weDEsWWIFGhERESm9\nFGREpMRxdXGlw80dWPzIYpLHJhPzaAw1KtVg5PqR+PzLh4dXPMy7O97lQuqFfJ3v0iUIC4N334WV\nK629YkRERKR00zMyIlKiValQhV6396LX7b34/dzvrPx5JUt/WkqP93pQrWI1ut/Snb5N+9LGvw0u\nRu6/m7lwAR59FDZuhDVroHNnG25CREREHE4zMiJSanhX8WZki5FsC9/GLyN+YVSLUWzYt4F2i9vh\nP8M/16abZ89awSUuDtatU4gREREpSwzTNJ13csMIAeLj4+MJCQlx2nVEpPwyTZMtB7ew9MelrNyx\nkuMXjnNHnTvo1rAfa6b0Yne8Lx9/DK1a2V2piIhI+ZaQkEBoaChAqGmaCUU9n2ZkRKRUMwyDuxvc\nzezOszM33fSvGsiLsc8R37Y+Tf55H3uq2rPppoiIiDiPgoyIlBkVXCvQvHoX9k59lxveSmZSyHw8\nPO3ZdFNEREScSw/7i0iZcfAg3Huv9WzMpi9q0LjxYKD4N90UERER59OMjIiUCfv2QevW1lLLcXHQ\nuHHWa8W56aaIiIgUDwUZESn1fvnFCjFublaICQjIe1xem27e3eBuh226KSIiIsVHQUZESrWffoI2\nbaB6dSvE+Pnl730Zm24uemQRR58+muemm+8lvsfFyxedewMiIiJSKAoyIlJqxcfDPfeAry/ExoKP\nT+HO4+HuQa/be7Gu9zoOjz3Mvzr+i+SzyXR/tzt1ptchfG04sb/Fkm6mO7J8ERERKQIFGREplb7+\nGtq3h8BA2LABatd2zHmvtenmjTNuZMJ/JrDj9x2OuZiIiIgUmoKMiJQ6GzZAx44QFASffw41azrn\nOg1rNWRyu8nsidjD5kGbebDhg8xPmM9tc24jeG4w//r6Xxw+c9g5FxcREZFrUpARkVJl/Xro3Bla\ntrS+9/R0/jXz2nTzLzf8hec2PEf91+tz39v3sfh7bbopIiJSnBRkRKTUWL0aHn7Ymo1ZuxY8PIq/\nhgquFejSqAvvdn+X5KeTmf/QfC6nZ2262fv93tp0U0REpBgoyIhIqRATA927Q9eu8N57ULGi3RVB\njUo1GBwymI0DNrJ/9H4mtZ3Ej0d/pHNMZ+q9Xo+I9RFsP7Qd0zTtLlVERKTMMZz5f7CGYYQA8fHx\n8YSEhDjtOiJStr31FoSHQ//+8Oab4Opqd0VXZ5omPx79kbd/fJuYn2I4cvYIDWs1pFuTbjTyaoRf\ndT/8q/tTv1p93F3d7S5XRESk2CQkJBAaGgoQappmQlHP51b0kkREnGfWLBg5EoYNs753KeHzyIZh\ncEfdO7ij7h1M7TCVjb9tZOmPS3nzuzc5eu5o5jgXwwVfT9/MYONf3d/6vob1vX8Nf6pWqGrjnYiI\niJRsCjIiUmK99hqMHw9jxsD06WAYdldUMBmbbna4uQMAF1IvkHQqiaRTSew/tZ/9J/ez/9R+kk4l\nseXgFg6ePsjl9MuZ769ZqWZmsMkMPDWyvveu4o1R2v5QREREHERBRkRKHNOEl1+2vl54wfpnWfi8\nXtm9Mo28GtHIq1Ger6elp3Hk7JHMgLP/5P7M0PPFvi/Yf3I/51LPZY6v5FYJv+p+V53VUfuaiIiU\nZQoyIlKimKY1CzNtGrzyCkyYYHdFxcfVxZX61epTv1p9WtIy1+umaXLi4okcMzkZ3/9w9Ac+3P0h\nv5/7PXO8gYGvp2+eszoZP3tWLIb1q0VERJxAQUZESoz0dIiIgOhoiIqyvpcshmFwQ+UbuKHyDQT7\nBOc5prDta9lnddS+JiIipYGCjIiUCGlpMGQILFwI8+bB44/bXVHplJ/2tcNnDucZdPJqX6voWjHn\nIgRXtK/Vq1aPCq4Viuv2REREMinIiIjtUlNhwAB45x1YsgT69rW7orLL1cWVBtUb0KB6g3y1r2V/\nTueHoz+w9pe1/HH+j8zx2dvXrjaro/Y1ERFxBgUZEbHVpUvQsyd89BGsXAmPPWZ3ReVbQdrXrnxO\nZ/+p/Ww9uDXP9jW/6n50uLkDY+4ag6+nb3HdjoiIlGEKMiJimwsX4NFHYeNGWLMGOne2uyLJj/y2\nr2UPOntP7OXN795k5vaZ/D3o74xvOZ6bat5UzJWLiEhZoiAjIrY4exa6dIFt22DdOrj3XrsrEkfJ\n3r6W3b/u/xezv5nN61teZ0HCAnrf3ptnWz1Lk9pNbKpURERKsxK+R7aIlEUnT0LHjvDtt/Dppwox\n5UW1itWY0GoCv43+jdfvf52Nv23k1tm30u2dbiQcSbC7PBERKWUUZESkWKWkWMFl1y744gto1cru\niqS4ebh7ENEigj0Re5j30Dy+T/6e0HmhdFrWiU1Jm+wuT0RESgkFGREpNsnJ0K4dHDhgPRfTrJnd\nFYmdKrhWIDwknF0jdhHzaAwHTx+k9cLWtF3Uls/2fIZpmnaXKCIiJZiCjIgUi4MHoW1bOH4cvvwS\n7rjD7oqkpHBzcaPX7b344YkfWBO2hgupF7h/6f00X9CcNbvWkG6m212iiIiUQAoyIuJ0e/dC69bW\nUstxcdBEz3ZLHlwMFx5u/DDbwrfxWd/PqOJeha4ru9J0TlNiforJsaSziIiIgoyIOIVpwubN8MQT\nEBICbm5WiAkIsLsyKekMw+C+gPuIHRjLpr9vwq+6H31W9aHxrMbMj5/PpcuX7C5RRERKAAUZEXGo\nXbvghRfg5putB/k//hiGDYNNm8DPz+7qpLRp6deSj/t8TMKQBIJ9ghn60VAC3gggamsU51PP212e\niIjYSEFGRIrs6FGIirIe3m/SBGbOhA4dIDYWfvsNXnkF6tSxu0opzYJ9gnm3+7vsGL6De2++l7Gf\njeXGGTfyylevcOriKbvLExERGyjIiEihnDsHMTHwt79BvXrwzDNQvz689561Otn8+dbD/S76r4w4\nUJPaTVj8yGJ+HfkrjzV5jJe+fAn/Gf68sOEFUs6n2F2eiIgUI33EEJF8S0uDzz6D/v2tGZY+feD0\naZg1ywovq1fDY49BpUp2Vypl3U01b2LOg3PYN2of4SHhRG6NxH+GP2M+HcPhM4ftLk9ERIqBgoyI\nXJNpwnffwdix1ozL/ffDtm0wYQLs2WM9+/LEE3DDDXZXKuWRr6cv0ztOZ//o/Yy9aywLv1/ITVE3\n8cRHT7DvxD67yxMRESdSkBGRPO3fbz3bcttt1qpjb78NPXrA9u3WA/3PP2890C9SEtTyqMXkdpPZ\nP3o/L9/zMqt2riJwZiD9V/dn5x877S5PREScQEFGRDKdPAkLFsA998CNN8KUKRAUZK08duhQ1gP9\nhmF3pSJ5q1axGhNaTeC30b/x+v2vs/G3jdw6+1a6vdONhCMJdpcnIiIOpCAjUs5dugRr1kC3btZz\nL0OHQoUKsHixtRrZsmXQqRO4u9tdqUj+ebh7ENEigj0Re5j/0Hx+OPoDofNC6bSsE5uSNtldnoiI\nOICCjEg5lLFZ5bBh4OMDXbvC3r1WK9mBA1kP9Ht62l2pSNFUcK3A4JDB7HxyJzGPxnDw9EFaL2xN\n20Vt+WzPZ5imaXeJIiJSSAoyIuXIL79Ym1UGBGRtVvnEE/Dzz5CQAGPGgK+v3VWKOJ6bixu9bu/F\nD0/8wJqwNVxIvcD9S++nxYIWrNm1hnQz3e4SRUSkgBRkRMq4o0fhjTesZ1saN7Y2q7z3Xmuzyn37\n4J//hFtvtbtKkeLhYrjwcOOH2Ra+jc/6foaHuwddV3al6ZymxPwUw+X0y3aXKCIi+aQgI1IGXblZ\n5dNPa7NKkewMw+C+gPuIHRjLpr9vwr+GP31W9aHxrMYsSFjA/9L+Z3eJIiJyHfoYI1JGpKXB559r\ns0qRgmrp15J1vdeRMCSBYJ9ghnw4hIA3AojaGsX51PN2lyciIlehICNSimXfrLJBA+jYUZtVihRW\nsE8w73Z/lx3Dd9D+pvaM/WwsN864kVe+eoVTF0/ZXZ6IiFxBQUakFEpKgldfzblZZffu2qxSxBGa\n1G7C4kcW8+vIX+l2Szde/vJl/Gf488KGF0g5n2J3eSIi8icFGZFSIvtmlf7+MHmyNqsUcaabat7E\n7M6z2TdqH+Eh4URujcR/hj9jPx3L4TOH7S5PRKTcU5ARKcH+9z/44ANrs8q6da3NKitWhCVLtFml\nSHHx8fRhesfp7B+9n7F3jeWt79/ipqibeOKjJ9h3Yp/d5YmIlFsFCjKGYUwyDCP9iq9EZxUnUh5d\nuVnlI49Ym1X+85/WZpWffgr9+mmzSpHiVsujFpPbTWb/6P28fM/LrNq5isCZgfRf3Z+df+y0uzwR\nkXKnMDMyPwN1gLp/frVyaEUi5VRem1UOHarNKkVKmmoVqzGh1QR+G/0bkfdHsvG3jdw6+1a6vdON\nhCMJdpcnIlJuFCbIXDZN8w/TNH//8+u4w6sSKSd+/93arLJ5c21WKVLaeLh7MLLFSPZE7GH+Q/P5\n4egPhM4LpdOyTmxK2mR3eSIiZV5hgkygYRiHDMPYYxjGUsMwGji8KpEy7Pz5rM0qfX2tzSrr1dNm\nlSKlVQXXCgwOGczOJ3cS82gMB08fpPXC1rRd1JbP9nyGaZp2lygiUiYV9KPSVmAgcD/wBHATEGcY\nRhUH1yVSpmRsVjlggDarFCmr3Fzc6HV7L3544gfWhK3hQuoF7l96Py0WtGDNrjWkm+l2lygiUqYU\nKMiYpvmpaZrvm6b5s2manwN/A2oCPZxSnUgpZprw/fc5N6vcuhXGj9dmlSJlmYvhwsONH2Zb+DY+\n7/c5VSpUoevKrtzx7zv49L+f2l2eiEiZYRR1ytswjO3A56ZpPpfHayFAfJs2bahevXqO13r16kWv\nXr2KdG2RkigpyWodW7oUduyA2rWhZ09rpbE779Q+LyLl0dcHvua5Dc8R+1ssjzZ5lMj7I/Gr7md3\nWSIiTrN8+XKWL1+e49ipU6eIi4sDCDVNs8iroxQpyBiGURVIAl40TXNWHq+HAPHx8fGEhIQUvkqR\nEu7kSesZl6VL4csvoXJl6NoV+vaF++4DNze7KxQRu5mmycodKxnz6RhOXjzJ822eZ+xdY6noVtHu\n0tWWff8AACAASURBVEREikVCQgKhoaHgoCBT0H1kphmG0cYwDH/DMO4GVgOpwPLrvFWkzMnYrLJ7\n92tvVqkQIyIAhmHQ87ae/DLiF55s9iSTYidx+5zb1W4mIlJIBX3Yvz4QA+wCVgB/AH81TfOYowsT\nKYny2qxyzx5tViki+edZ0ZNpHafx/dDvqVetHv/f3p3HR1neex//XiGQsCZIAghmgiwFRGUHgSTu\n2qpVqdaKpK09Wnus3bS1ItbjU/ugtm6tx7ZHH9tHS5SqdTtWj7a1+iQghQZUKiCIwoSwBYIJSyAh\nyfX8cWUmC5N9ueee+bxfr7xIMsPkQmcm9/e+fvfv9/mnP68rnrtCReVFXi8NAHylXeeKrbVc1IK4\ntGmTKxt7+mk33yUQcDswCxcy5wVAx0waOkl//9rfw+VmEx6dQLkZALQDkyqAZjCsEkB3o9wMADqO\nIAM0wLBKAF6g3AwA2o/DMcQ9hlUCiBahcrNlVyzTyu0rNeHRCbqn4B5VVld6vTQAiDoEGcQlhlUC\niFaUmwFA2xBkEFeKiqT77pNOO02aOlVautS1T169WvroI+knP5FGj/Z6lQBAuRkAtIYgg5hXViY9\n8YR01llSZqZ0993S5MnS669LO3ZIv/qVNHOmZIzXKwWA41FuBgCREWQQkyINq+zTR3rqqcbDKnv3\n9nqlANA6ys0A4HgEGcSM1oZV/uUv0te+xrBKAP5FuRkA1CPIwPc2bZLuvFMaM0bKypJee0264Qbp\nww+ltWulW25xrZQBIFZQbgYABBn4VEvDKrdtk+69l2GVAGIb5WYA4h1BBr7BsEoAOB7lZgDiFYd8\niGoMqwSAtqHcDEC8Icgg6jCsEgA6hnIzAPGEIIOowbBKAOgalJsBiAcEGXiKYZUA0H0oNwMQywgy\n6HEMqwSAntOw3OzbM79NuRmAmEGQQY9gWCUAeGtg0kA9cMEDlJsBiBkEGXSrPXuku+5iWCUARAvK\nzQDECoIMukVRkfTd70qjRkkPPcSwSgCIJpSbAYgFBBl0qY8/lq67Tho71g2vvP12F2oYVgkA0Ydy\nMwB+xmElusS//iUtWCBNmOA6jt17rxQMSv/xH9LgwV6vDgDQEsrNAPgRQQadsnq1dNll0umnSytX\nSo8+Km3d6oZZDhjg9eoAAG1FuRkAvyHIoN2sld5+Wzr/fGn2bGnTJunJJ11Z2Y03SsnJXq8QANBR\nlJsB8AuCDNrMWtd1bN486ZxzpH37pOeek9avl77+dea+AEAsodwMQLQjyKBVNTXS889L06ZJl1wi\nGeMCzdq1bqhlr15erxAA0B0oNwMQzQgyaNaxY65kbNIk6aqrpLQ0V1K2fLl00UUu0AAAYh/lZgCi\nEUEGxzl6VPrNb6Rx46RvfEMaP176xz+kv/5VOussAgwAxCvKzQBEE4IMwg4dkh54QDr5ZDfMcs4c\nad066ZVX3EX9AABQbgYgWhBkoM8+k+6+W8rMlBYvli6+WProI2nZMum007xeHQAgGlFuBsBrBJk4\ntmePdNttUiDgBlguXCh98on0xBOurAwAgNZQbgbAKwSZOFRU5ErHRo2Sfvtb6aabpG3bpEcekTIy\nvF4dAMBvKDcD4AWCTBz5+GPpuuukMWOkZ55xZWTBoHTffdKwYV6vDgDgd5SbAehJBJk48K9/SQsW\nSBMmSK+/7oJLMCjdeac0eLDXqwMAxBrKzQD0hESvF4Dus2qVtGSJ9Oqr7kL+Rx917ZSTk71eGQAg\n1oXKzS4ed7F++v9+qrveuUv/O/9/KzM1U5kp7iOQEgh/HUgJaOSgkUpM4NAEQNvwbhFjrJXeeccF\nmLfecjNgnnxSuuYaqXdvr1cHAIg3oXKz66Zepze2vKGi8iIFy4Mq3FWoFza+oNIjpeH79jK9NHLQ\nyPqQk5KpzNT6zwMpAfXv09/Dfw2AaEKQiRHWurKxJUuklSulKVOk556TvvQlqVcvr1cHAIh3E9Mn\namL6xOO+f7jqcDjcBMuC9Z+XB1VQVKDiA8WqtbXh+6f1S6sPOU12dTJTMzWk7xAZJjcDcYEg43M1\nNdILL0j33CN98IE0d6702mvSF74g8T4OAIh2/fv0bzbkSFJ1bbV2HNihYHldyCkLhoPOG5+8oWBZ\nUEeqj4Tv3693v0Y7OKGAQ/kaEHt4JfvUsWPS00+7C/c3bZLOO096+23pzDMJMACA2JGYkOiCSGpm\nxNuttdpXsa/Rrk4o9KzZtUYvbnwxYvlaw10dytcAfyLI+MzRo9Lvfy/94heu89ill0p/+IM0a5bX\nKwMAoOcZY5TeP13p/dM1fcT0iPc5VHVI28u3Ryxfyw/ma8fBHY3K14b0HdJiU4K0fmmUrwFRgCDj\nEwcPSo89Jj34oFRSIl11letGdtppXq8MAIDoNqDPgDaXrzUNOu0pXwt9Tvka0DN4lUW5/ful//xP\n6Ve/kg4dkr72Nem226Rx47xeGQAAsaFR+VqECrZQ+VrT63TaU74WSAloVOooTTtxmtL7p/fgvw6I\nXQSZKLVnj/TQQ9JvfiNVV0vf/KZ0661SRobXKwMAIL40LF+bMWJGxPu0p3xtYtpE5WTmKDuQrezM\nbAVSAj35zwFiBkEmyhQVSfffLz3xhJv7ctNN0s03S8OGeb0yAADQnLaUrxWVF2nl9pUqKCpQfjBf\nj615TJKUmZKp7Mxs5QRylJ2ZrfFDxnMNDtAGBJkosXmz60C2dKk0aJC0eLH0ne9Igwd7vTIAANBZ\niQmJGj14tEYPHq2Fpy+UJO2r2KflRcuVH8xXQVGBnvnXM6q1tUrvl94o2EweNlm9EhgKBzRFkPHY\nunVuBszzz0tDh7ow861vSQMGeL0yAADQndL6penyCZfr8gmXS5IOVh7UyuKV4WBz299uU2VNpQb2\nGah5gXnKDmQrJzNHM0fMVFJikserB7xHkPHIqlXSkiWu81hmpvToo9I3viElJ3u9MgAA4IWBSQN1\nwZgLdMGYCyRJldWV+ufOf4aDzX3L79Mdf79DSb2SNPuk2e4am0C25mbM1cCkgR6vHuh5BJkeZK0b\nWnnPPdJbb0njx0tPPildc427HgYAACAkKTFJWYEsZQWyJLnrbNbtWaeCYIHyi/L1+JrHtaRgiRJM\ngqYOnxpuIJAVyKIzGuICQaYHWCu99prbgfnHP6QpU6TnnpO+9CWpFyWvAACgDRITEjXtxGmaduI0\nff+M78taq02lm8LB5sWNL+rhfzwsyXVGC5Wi0RkNsYog081efFG6+27pgw+kuXNdoPnCFySakQAA\ngM4wxmhC2gRNSJugb07/piSpqLxIBcGCcGe0x9c+LonOaPBOxbGK8Pylgo0FXfrYBJlu9tprUnq6\nKyk780wCDAAA6D6BlIAWnr4w3Blt7+G9Wl60PBxsmnZGC+3a0BkNHWGtVemR0kaDYoNlQRUdqP96\nX8W+8P3Nrq49EDbW2i59wEYPbsw0SWvWrFmjadOmddvPiWbHjnH9CwAAiA4HKg+EZ9kUFBVoVfEq\nOqOhWdW11dp5cGfjIa91ASX0dcWxivD9kxOTlZmSqczUTAUGBZSZmqnMlEwFUtznJR+XaPas2ZI0\n3Vq7trPrI8gAAADEqaPVR1W4szDcGW1F0QodrDpIZ7Q40bDsq2E4CQWX4gPFqrE14fuf0PeEcFAJ\nB5RQcEkJKL1feosli2vXrtX06dOlLgoylJYBAADEqeTE5Iid0ULBhs5o/tXesq8Ek6CRA0eGd0+y\nAlnHBZUBfaJr0CE7MgAAAIioaWe0gmCBguVBSXRG81pXlX2FQsrIgSPVu1f3Xg/BjgwAAAB6REud\n0cK7NnRG6xadKfu6YMwFjXZTMlMyldYvLeb+fxBkAAAA0GZ0Ruu8rij7angRfTSWffUEggwAAAA6\nLL1/uuZPnK/5E+dLatwZLT+Yr0V/WxTujHb6sNOVmBC/h59WVnsP722x7Gvq8Km6fMLlPV725Ufx\n+0wCAABAlxuUNEgXjr1QF469UFLjzmgb921Ud16f7QdTh0+Ni7KvnkCQAQAAQLdp2hkN6CoJXi8A\nAAAAANqLIAMAAADAdwgyAAAAAHyHIAMAAADAdwgyAAAAAHyHIAMAAADAdwgyAAAAAHyHIAMAAADA\ndzoVZIwxi4wxtcaYh7pqQQAAAADQmg4HGWPMTEk3SPqg65YDAAAAAK3rUJAxxgyQlCfpekllXboi\nAAAAAGhFR3dkfi3pVWvt37tyMQAAAADQFont/QvGmKslTZE0o+uXA8Sg4mJpxw4pI0MaPlxKoMcG\nAACIQwcPdunDtSvIGGNOkvRLSedZa4+19e/dfPPNSklJafS9BQsWaMGCBe358UD0s1b6+GMpP18q\nKHAfW7fW396njws0gYCUmVn/Efo6I0NKSvJu/QAAAF1g2bJlWvbkk1JpqbR/v1RaqvIDB7r0Zxhr\nbdvvbMxlkl6UVCPJ1H27lyRb970k2+ABjTHTJK1Zs2aNpk2b1mWLBqJGTY20bl19aCkokPbscbsu\nU6ZI2dlSTo508sluZyYYdB9FRfWf797d+DGHD48cckKfp6Z6828FAABojrXu5G1BQf0J3Y8/dreN\nGSNlZ2ttIKDpd98tSdOttWs7+yPbW1r2N0mnNfnek5I2SrrPticVAX5UWSkVFta/SFeskA4ccDst\ns2ZJ113nwsvcudKgQY3/7tSpkR/z6NHmQ05hobR9u3SswQbooEHNh5zMTMrXAABA96utlTZsaBxc\nduxwt512mnT++dLPfuaOi0aMcN9fu1ZyQaZLtCvIWGsPS9rQ8HvGmMOSSq21G7tsVUC0OHRIWrmy\n/kW6apULHgMGSPPmST/+sdtxmTlTSk7u2M9ITpbGjnUfkdTWul2bpiEnGHTrystzYSqE8jUAANDV\njh2T3nuvPrQsX+5KxhITpenTpWuucaFl3jzphBN6ZEntvtg/AnZhEDtKS90LM/QiXbvWlY+lpbkX\n5z33uOAyebJ74faEhAR3JmPECGnOnMj3KSs7PugUFUkbN0pvvEH5GgAAaJ8jR9wJ3NAx0bvvShUV\nUt++0hlnSN/9rjs2OuMMqX9/T5bY6SMxa+05XbEQwBPFxY0vzF+/3n0/I8MFluuvdy/SCRMkY1p+\nLC+lprqPyZMj3960fK1h6KF8DQAAlJW5kvlQFUphoTs2SE2VsrKku+5yx0bTprnqjyjQQ6eUgSjQ\ntKNYfr60bZu7bcIEF1gWLXJ/ZmZ6utQu157ytaY7O5SvAQAQe3bvrj+Rm5/vmhdZ605W5uS4UrGc\nHOnUU6P25CVBBrGrtY5il13mXqBZWdLQoV6v1lsdLV8LBttevjZ/fvOPDSC2HT0q/fnPrqNRIMDu\nLtDT2tBRTN/7njsuGjMmuqtQGiDIIHZ0pqMYWteZ8rUVK6T775fOPlu64w7pnHN88yYJoINqa917\ncV6e9Pzz7v14wADXRCWE3V2ge3Sko5gPEWTgXz3RUQxt11L5Wm2t9PLL0pIl0nnnSbNnu0BzySUE\nGiDWrF8vLV0qPfOMu/5u9GjpBz+QFi6UPvc5qbw88gkPmpMAHReFHcV6QrsGYrb7wRmIia7UWkex\n0PDJnuwohvaxVnrzTRdoli+XTj9duv126ctflnr18np1ADpq505p2TK3+/L+++5A6StfkXJzXUlp\ne05YVFa6ABSplLWoyH3QnATxrqLCncANlc437SiWk+N5R7FI1q5dq+nTp0tdNBCTIIPo1VpHsdCL\nNNo7iiGyggIXaN58Uxo3zjVayM2Nmk4oAFpx8KD04osuvLz1lnvtXnqpex1//vPd91oONSeJFHJC\nn9OcBLGmtY5ioRO606dH9e9RggxiU1s6ioWCS6x1FIt3hYVuPs9LL7kDih//2F3P1Lev1ysD0NSx\nY9Jf/+rCy8svuzkTZ53lwsuVV0opKV6v0GmufC30Qfkaol1rHcVCx0VR3FEsEoIMYkPDjmKh8FJS\nUt9RLPQipaNY/Fi/Xrr3XleekpYm3XKLdOONNGYAvGat9M9/uvDyxz9Ke/dKkyZJX/2qtGCBO9D3\nG8rXEE1a6ig2enTj4OKjjmKREGTgT611FAu9SOkohk8+kX7+c+nJJ11d7/e+5z6GDPF6ZUB8+fRT\nF17y8txB1YknuguGv/pVd32bjw+mWtVwtlbDoEP5GrpCax3FGlah+LijWCQEGfiHtW5uwCOPuAu7\nG3YUC71I6SiG5hQXSw8+KD32mDvTeeONbpfmxBO9XhkQu0pLpeeec+Hl3Xfde/YVV7jSsbPPpilH\nQ2VlzYccytdQXe2aYDTd7du2zZ3YbdhRLHRMFGMdxSIhyCD61dRIf/qTu+5h3Tr3wrziCjqKoWP2\n7pV++Uvp0Ufdzt5117nraLhWCugaoWGVS5dK//M/7mzx5z/vwsull0r9+nm9Qn/qqvK10NeUr0WX\nioqWd+x27HDHQyFDhtT/fz39dHdMFGUdxXoCQQbRq6rKncW77z5XhnDhhW5WSHa21ytDLCgrk379\na+nhh92FvAsXutbN48d7vTLAfyINq5w1y4WXr3yFaxN7AuVr0ctatzvZXAgNBqV9++rvn5AgjRzZ\n/DVUgYDb3QRBBlHoyBHpd7+TfvELd/Zp/nxp8WJpxgyvV4ZYdPiw9Pjj0gMPSLt2uU5Jixe7JhEA\nWhZpWGVubv2wSkSX9pavnXhi80EnMzN6usp5rWnZV6T/xhUV9fdPTm55t2zkSKl3b+/+PT7S1UGG\nGh903IED0n/9l/TQQ678Z8ECd4Z80iSvV4ZY1r+/dPPN0re/LT31lNsBnDpVuvhitwM4Z47XKwSi\nS1cOq0TPSk11H6efHvn2huVrTQ/I16xpuXwt0kH5sGGxUb5WUdFyAGyp7OuCC47/75KWxuskShFk\n0H6lpe4C/kcecWfHr71Wuu021xIQ6ClJSdINN0j/9m+uJey997qud2ef7QLNOefwiwfxq7lhlT/9\nafcOq0TPSkqSxo51H5G0VL6Wn998+VpzOw/RUL4WKvtqaSBqS2VfWVmUfcUQSsvQdrt3uy5Sv/2t\ne3P81rekH/5QOukkr1cGuOfkyy9LS5ZIa9e6ev877pC++EUCDeJDaFjl0qXSK69E77BKRJf2lK8Z\nU999LdK1IF1RvhYq+2ouqBQVuZOoIZR9+QqlZX5TVS71HuTvA6lg0F3/8rvfuTMx3/++9IMfSOnp\nXq8MqJeQIH3pS+4arTffdIHmsstcT/7Fi6Uvf5nWsYg9zQ2rvOsu/w6rRM/q6vK1lJTmQ05mpitv\ni9TNLfR5cTFlX2gzdmS62/KrpdLV0qiF0sm50iAfdVjatMldf5CX596Ybr5Zuukmet3DPwoKXKB5\n801p3Dhp0SJ3dpqyGvhdPA+rRHRpb/e1huj2FXfoWuY3JculrU9JRc9Lx8qlE2ZIJ39VCnxF6jvM\n69VF9v77bgbMn/7kfjn+6EfuWoQ463WOGFJY6J7TL73karxvvVW6/nqpb1+vVwa0HcMq4VcNy9cO\nHKhvI03ZV9whyPhVzVFpx5+lbXnSztclWysNv8Dt0px0mZQYBSFh5Up39vq116STT3Znr7/+de8v\n7AO6yvr1rinAsmWuHOGWW6Qbb3SlDkA0YlglgBjS1UEmBnrs+USvZClwpZTzsjR/lzTjUbdD8+5C\n6cVh0rtfk3b9Raqtaf2xupK1rqPNOee4jk+ffup+YW7e7HZhCDGIJZMmubPZmzdLl18u/cd/uPKF\nu+5yZ7uBaFBbK73zjts1HDbMXd8Varayc6cLNldfTYgBEPcIMl5IGiKN+3fpghXSpZ9IE2+TSldJ\nb18ovXyStPaH0v73XMjoLtZK//3f0hlnSOed5yalv/CC9OGH7kxfIn0gEMPGjJEee8wF92uvle6/\n3wWaW291QzYBL3z4odsJz8x0pWJvv+0aq2zaJK1aJX33u9LQoV6vEgCiBkHGawNGS6fdKV3ykXTh\nailwlbR1qfTGNOn1U6X190qHg13382pqXGebyZNdR6c+fVy5QmGh6/gUC4OwgLYaOVJ6+GFXt/39\n70uPP+7KKm+6Sdq2zevVIR7s3Ol2WqZMcR32/s//cS3DV6yQtmxxc18+9zmvVwkAUYmj1mhhjDRk\npjTjV9L8HdJZr0upk6UPfya9Mkr621nSliekqrKOPX5VlfT730sTJ7qWnCNGuGFYBQWu3poON4hn\n6enu+rBgULrzTndB9bhxbrdm0yavV4dYc/Cg9NRT0vnnuzlcd9zhwsorr7gdwd/8xpX68r4MAC3i\nYv9od+ygtP0l1yRgz1uSSZRGflEalSuN+ILUq5VrWI4ckZ54wpXObN/uZmwsXizNmNEz6wf86PBh\nd2b8/vvdgeWVV7rXzZQpXq/Mf6x1s02CwcZD7OLRZ5+5kMywSgBxiq5l8axipxT8o7RtqfTZ+1Kf\nwa6N88m5UlqTs3cHDki//a300EPSvn1uF+b2293FzgDaprLSnTm/7z5p61bpoovc2fO5c71eWfQ4\ndswNsGtpCvfRo16vMnpMmuRmvTCsEkAcIsjAKftQ2va0+6jYLvU/2Q3dHHyx9Lv/kR55xJ39vPZa\n6bbb3MXNADqmutpdW3bvvdKGDe5M+h13SOeeG/vlP4cORR5wF/p6507XZSskLa3x1O2Gg+3ifdch\nKcmVksX6cwYAmkGQQWO2ViopkDY8Lm1/QUqslLYaKSFH+srD0uipXq8QiB21tdLLL7vradaulWbN\ncoHmkkv82SijYdlXc2Hls8/q79+rlzsQb2kKNy2BAQDN6OogQ49dvwsWSfc/J/3uBal/H+nHF0mz\njkilb0mrZkrBKBu6CfhZQoLr7jd/vvSXv7hAc9llrtvU4sVu3kc0TVdvb9lXv3714WT2bPfvaRhW\nRoygNTsAIGrwG8mvNm1yZS5PP+3KNe6807WMTU11t1eWSkXPuyYB7y50IeakL0knf1Uado6UEEUH\nW4DfGCNdeKH7KChwgWbBAjdgc9EidwF3nz7dv47myr5Cnzct+0pPr989ufji43dWTjiBsicAgG9Q\nWuY3778v3XOP9Kc/SSeeKP3oR9INN0j9W9htOfSptPVpF2oObpb6nihlLnCdzwZP4cAF6AqFhe61\n+dJLUkaGG655/fVS374de7zWyr6KiqT9++vv31zZV+hryr4AAB7jGpl49e677qzv66+7gX2LFklf\n/7q7eLStrJX2F0pb86TgMqlyr5RyijTqq9Koa6T+dNABOm39etflbNkyacgQ6ZZbpBtvlAYNany/\nSGVfTT9vruyr6bUpmZnuxAZlXwCAKEaQiSfWSm+95QLMO++4YZaLF0tXX935A5baY9Luv0lbl0rF\nL0s1R6ShZ7pdmsCVUp/ULvknAHHr00+ln/9cevJJF0KuvloqL2+57Ku53RTKvgD4XcVOaW+BdOAj\nd3wTz4ZmuzL/OHxPJ8jEg9pa6c9/dgFm9Wpp2jTXGenyy7unM9JxQzd7SyMvcdfTnPgFqVcP1PoD\nsWrHDumBB9xu6vDhkcNKRgZlXwBih7XSoU9cV9W9+e7PQ5+425KHueHe8aq2ylXEDJklTbrDDTmP\no0BDkIllNTXS88+7Ovt//UvKynIB5sILe+5JHh66mSd99p7U5wQpcFXkoZsAAAC21s2321sgleS7\nP4/skmSk1NPdDsTQHCk9y12nG8+slXa9Ka1fIu1dLqWeJp2yWAp8OS4aMRFkYlFVlbR0qaur37LF\nBZc77pCys71dV9l6F2iaDt08OVcaNN7btQEAAG/UVEmfrXWhpaTAHZAfK5MSeksnzKgLLdlS+jxK\n1VtSki+tv8cFm4HjpFMWuRL/GK6EIcjEkiNHpCeekO6/X9q+3c2mWLxYmjHD65U1Fhq6uS3PtXQ+\nVi6dMNMFmsBXpL7DvF4hAADoLtWHpX3/qAstBdK+le7a2l79pLQ5LrgMzZaGzJYSKZNtt9JCF2iK\nX5L6ZUgTb5XGXC8ldrDrZRQjyMSCAwek3/5Weughad8+N3/i9tulSZO8Xlnrao5KO16Tti2Vdr7u\nQs5whm4CABAzqj6TSpbXl4rtXyPZaqnPYLfTMjRbSs+RTpjqdmHQNcrWSxvudZ1lk9KkCbdI426U\neg9q/e/6BEHGz0pLpUcecR+HD0vXXivddps0ZozXK+uYhkM3965g6CYAAH4U6igWuji/7ENJVuo7\nor5MbGiOG9lguqHpEBo7+Im04efS1ielXv2l8d9zH0lDvF5ZpxFk/GjXLunBB6X/+i/Xkexb35J+\n+EM3vC5WMHQTAIDo11JHsYHj6kPL0Gx3bSy/v71TUSxtfEDa8rgLkONudLs0Pm6YQJDxmzvucCEm\nKUn6znekH/zAzYuIVZGGbg4aLyUP93pl3koeJmVeLY24SOrVjiGmAOBj1lp9/PHHys/PV0FBgay1\nuvrqq3X++eerd29KknoEHcX87+headMvpc2PSjWV0pjrpFN+LPXP9Hpl7UaQ8Ztf/Uo6dEi66SYp\nNc46d4SGbha/7C4UjGflG12Hl96pUuZVbqcqfR5b9ABiSk1NjdatW6eCgoJweCkpKVFCQoKmTJmi\nyspKrV+/Xunp6VqwYIFyc3M1Y8YMGc76dx06isWuqjJp86+lTQ9LVeWuk+yk233VSZYgA/hV+QbX\nynrb09LhoNR/lHsTGrVQSpno9eoAoN0qKytVWFgYDi4rVqzQgQMH1KdPH82aNUs5OTnKzs7W3Llz\nNWjQIFlrtW7dOi1dulTPPPOMdu3apc997nPKzc3VwoULNXr0aK//Sf5TXVHXUSyfjmLxovqwKzfb\n+IDbXQtcKU1a7Er5oxxBBvA7W+uaI2zLk4LPuTNlJ0x3uzSZV0t947wMD0DUOnTokFauXBnebVm1\napWOHj2qAQMGaO7cueHgMmvWLCUnJ7f4WDU1NXr77beVl5enF154QYcOHdLcuXOVm5urq666SkOG\n+P/C5m7RqKNYgSvnpqNYfKqplLY+Ja2/Tzq8VRpxsTTpDil9jtcraxZBBoglNZXSztfcNUU7K3C9\nwwAAGblJREFUX3O/jIaf70LNSZdLvQd4vUIAcay0tFTLly8PB5e1a9eqpqZGaWlpys7OVnZ2tnJy\ncjR58mQlJiZ2+OdUVFTolVdeUV5ent58800lJCTooosuUm5uri655JJWQ1FMo6MYWlNbLQX/6GbR\nHNgoDTvbBZph50RdswaCDBCrKvdL2//kQs3egrp21vNdqBl+rpTQ8YMEAGiL4uLicGgpKCjQ+vXr\nJUkZGRnh3ZacnBxNmDCh265rKSkp0bPPPqu8vDytXr1aKSkpuvLKK5Wbm6ucnBwlJMTwwTodxdAZ\nttZdl/zhEned1JBZLtCM/GLUPFcIMkA8OLRNCj4jbV0qHfioruvZAjd4dPC0qHlDAuBfTTuK5efn\na9u2bZKkCRMmhENLdna2MjO96Y60efNm5eXlKS8vT1u3blVGRoYWLlyo3NxcTfLDEOnWtNpRrC60\npGdTdoy2s1ba9aa0folr9pB6mnTKYinwZc9n/BFkgHhirTurEmpnfXSPNGiiCzSZ10gDRnm9QgA+\n0VpHsVBwycrK0tChQ71ebiPWWq1cuVJ5eXl69tlntX//fk2ZMkW5ublasGCBRowY4fUS24aOYuhp\nJQUu0Ox60+3qnbLIVXr06uPJcggyQLyqrZZ2v+WaBGx/UaqpcL/wTs51Z1n6DPZ6hQCiSHs7ivlF\nVVWV3njjDS1dulSvvvqqjh07pnPPPVe5ubmaP3++Bg4c6PUS67XUUSx9bv3F+XQUQ3crLXTX0BS/\nJPXLkCbeKo25Xkrs26PLIMgAkI4dcnWw2/Kk3X+VTKLrVnJyrvuToZtA3Al1FAsFl850FPOLsrIy\nvfDCC8rLy9M777yjvn376vLLL1dubq43QzfpKIZoV7Ze2nCvq/JISpMm3CKNu1Hq3TMnMwgyABo7\nstt1K9mWJ+1fw9BNIE60paNYdna2pkyZ0qmOYn5RVFSkZcuWaenSpT03dJOOYvCrg59IG34ubX1S\n6tVfGv8995HUvW3PCTIAmle+sW7oZl7d0M3MuqGbuQzdBHwuGjqK+YG1Vh988IHy8vK6dugmHcUQ\niyqKpY0PSlsec2F73I1ul6bvid3y4wgyAFrH0E3A19rSUSwUXLzqKOYHnRq6SUcxxJOje6VNv5Q2\nP+pm3I25Tjrlx+6EaBciyABon5pKaefrLtTs+DNDN4Eo1LCjWOhjz54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AAOA7BBkAAAAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x736c110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    label = str(1948 + i)\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i], label=label)\n",
    "plt.legend(loc='best')\n",
    "#print help(plt.legend)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jkf37YexYuPtu6NUr3NG4hWG7dHELw+bkhDsaqQiUHImIiIhISIwZ49YyqijT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8090ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,6))\n",
    "colors = ['red', 'blue', 'green', 'orange', 'black']\n",
    "for i in range(5):\n",
    "    start_index = i*12\n",
    "    end_index = (i+1)*12\n",
    "    subset = unrate[start_index:end_index]\n",
    "    label = str(1948 + i)\n",
    "    plt.plot(subset['MONTH'], subset['VALUE'], c=colors[i], label=label)\n",
    "plt.legend(loc='upper left')\n",
    "plt.xlabel('Month, Integer')\n",
    "plt.ylabel('Unemployment Rate, Percent')\n",
    "plt.title('Monthly Unemployment Trends, 1948-1952')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
